Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| NUM | 10 |
|---|---|
| BOOL | 1 |
X0 has unique values | Unique |
X1 has unique values | Unique |
X2 has unique values | Unique |
X3 has unique values | Unique |
X4 has unique values | Unique |
X5 has unique values | Unique |
X6 has unique values | Unique |
X7 has unique values | Unique |
X8 has unique values | Unique |
X9 has unique values | Unique |
Reproduction
| Analysis started | 2020-12-15 20:12:56.630630 |
|---|---|
| Analysis finished | 2020-12-15 20:13:19.856210 |
| Duration | 23.23 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.005658359037 |
|---|---|
| Minimum | -2.662667417 |
| Maximum | 3.179546404 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.662667417 |
|---|---|
| 5-th percentile | -1.552387413 |
| Q1 | -0.6317617759 |
| median | -0.0198590123 |
| Q3 | 0.6080020101 |
| 95-th percentile | 1.555458981 |
| Maximum | 3.179546404 |
| Range | 5.842213821 |
| Interquartile range (IQR) | 1.239763786 |
Descriptive statistics
| Standard deviation | 0.9443684423 |
|---|---|
| Coefficient of variation (CV) | -166.8979356 |
| Kurtosis | 0.03169005868 |
| Mean | -0.005658359037 |
| Median Absolute Deviation (MAD) | 0.6231760471 |
| Skewness | 0.08625621609 |
| Sum | -5.658359037 |
| Variance | 0.8918317548 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.5639340456 | 1 | 0.1% | |
| 1.229003161 | 1 | 0.1% | |
| 0.1236158239 | 1 | 0.1% | |
| -0.1957393628 | 1 | 0.1% | |
| 2.022598315 | 1 | 0.1% | |
| 0.4730109581 | 1 | 0.1% | |
| -0.8780238435 | 1 | 0.1% | |
| -0.5507314679 | 1 | 0.1% | |
| 0.309800312 | 1 | 0.1% | |
| 1.57124989 | 1 | 0.1% | |
| -0.1929272068 | 1 | 0.1% | |
| -0.8382791674 | 1 | 0.1% | |
| 0.3772741187 | 1 | 0.1% | |
| -1.479564494 | 1 | 0.1% | |
| 0.4535929236 | 1 | 0.1% | |
| -2.515978195 | 1 | 0.1% | |
| -1.739607911 | 1 | 0.1% | |
| 0.4702622209 | 1 | 0.1% | |
| -0.2262940072 | 1 | 0.1% | |
| 1.316056703 | 1 | 0.1% | |
| 0.6517043492 | 1 | 0.1% | |
| -1.392302425 | 1 | 0.1% | |
| -0.1695912901 | 1 | 0.1% | |
| 0.7008013513 | 1 | 0.1% | |
| -0.1783870187 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.662667417 | 1 | 0.1% | |
| -2.60539332 | 1 | 0.1% | |
| -2.515978195 | 1 | 0.1% | |
| -2.401089229 | 1 | 0.1% | |
| -2.395490911 | 1 | 0.1% | |
| -2.319986038 | 1 | 0.1% | |
| -2.290169076 | 1 | 0.1% | |
| -2.247934928 | 1 | 0.1% | |
| -2.227895737 | 1 | 0.1% | |
| -2.221805115 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.179546404 | 1 | 0.1% | |
| 2.819328503 | 1 | 0.1% | |
| 2.722489345 | 1 | 0.1% | |
| 2.607593265 | 1 | 0.1% | |
| 2.600700204 | 1 | 0.1% | |
| 2.571009719 | 1 | 0.1% | |
| 2.454685991 | 1 | 0.1% | |
| 2.422043479 | 1 | 0.1% | |
| 2.397618105 | 1 | 0.1% | |
| 2.349617345 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.004975139389 |
|---|---|
| Minimum | -3.128127687 |
| Maximum | 2.903815487 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.128127687 |
|---|---|
| 5-th percentile | -1.704359556 |
| Q1 | -0.7045813124 |
| median | -0.02638139597 |
| Q3 | 0.684527332 |
| 95-th percentile | 1.77448088 |
| Maximum | 2.903815487 |
| Range | 6.031943174 |
| Interquartile range (IQR) | 1.389108644 |
Descriptive statistics
| Standard deviation | 1.027555577 |
|---|---|
| Coefficient of variation (CV) | -206.5380478 |
| Kurtosis | -0.03550379065 |
| Mean | -0.004975139389 |
| Median Absolute Deviation (MAD) | 0.6932958809 |
| Skewness | 0.05948402393 |
| Sum | -4.975139389 |
| Variance | 1.055870464 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.7157554341 | 1 | 0.1% | |
| 1.124984722 | 1 | 0.1% | |
| 0.506162739 | 1 | 0.1% | |
| -2.022089773 | 1 | 0.1% | |
| -1.690977973 | 1 | 0.1% | |
| 0.4672864424 | 1 | 0.1% | |
| 2.449149048 | 1 | 0.1% | |
| -0.1227457494 | 1 | 0.1% | |
| 0.07955729936 | 1 | 0.1% | |
| -0.10026228 | 1 | 0.1% | |
| -0.602795813 | 1 | 0.1% | |
| -0.1573177761 | 1 | 0.1% | |
| -0.8990451474 | 1 | 0.1% | |
| -0.6298492175 | 1 | 0.1% | |
| 0.4906519075 | 1 | 0.1% | |
| -0.3433938705 | 1 | 0.1% | |
| -1.689878614 | 1 | 0.1% | |
| 1.773974719 | 1 | 0.1% | |
| 2.072298519 | 1 | 0.1% | |
| 0.5173603832 | 1 | 0.1% | |
| 2.225748859 | 1 | 0.1% | |
| -0.424256064 | 1 | 0.1% | |
| 0.7949549448 | 1 | 0.1% | |
| -0.06897612391 | 1 | 0.1% | |
| -1.163764367 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.128127687 | 1 | 0.1% | |
| -2.770840188 | 1 | 0.1% | |
| -2.727863516 | 1 | 0.1% | |
| -2.720858351 | 1 | 0.1% | |
| -2.696496298 | 1 | 0.1% | |
| -2.623040196 | 1 | 0.1% | |
| -2.356664787 | 1 | 0.1% | |
| -2.345149897 | 1 | 0.1% | |
| -2.334531732 | 1 | 0.1% | |
| -2.333682375 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.903815487 | 1 | 0.1% | |
| 2.84999911 | 1 | 0.1% | |
| 2.81938991 | 1 | 0.1% | |
| 2.749449494 | 1 | 0.1% | |
| 2.694744429 | 1 | 0.1% | |
| 2.67871282 | 1 | 0.1% | |
| 2.669070347 | 1 | 0.1% | |
| 2.663618718 | 1 | 0.1% | |
| 2.575862241 | 1 | 0.1% | |
| 2.542068087 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.008798046656 |
|---|---|
| Minimum | -3.038309224 |
| Maximum | 3.064032393 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.038309224 |
|---|---|
| 5-th percentile | -1.635680917 |
| Q1 | -0.691151393 |
| median | -0.001831664975 |
| Q3 | 0.6678442046 |
| 95-th percentile | 1.695623876 |
| Maximum | 3.064032393 |
| Range | 6.102341618 |
| Interquartile range (IQR) | 1.358995598 |
Descriptive statistics
| Standard deviation | 0.9912355603 |
|---|---|
| Coefficient of variation (CV) | -112.665413 |
| Kurtosis | -0.09759858864 |
| Mean | -0.008798046656 |
| Median Absolute Deviation (MAD) | 0.6849867322 |
| Skewness | -0.004088722797 |
| Sum | -8.798046656 |
| Variance | 0.982547936 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -1.197614384 | 1 | 0.1% | |
| 0.028633568 | 1 | 0.1% | |
| -1.330226373 | 1 | 0.1% | |
| 0.7410205218 | 1 | 0.1% | |
| -0.8127181861 | 1 | 0.1% | |
| 0.1946586928 | 1 | 0.1% | |
| 0.608404276 | 1 | 0.1% | |
| 1.276064936 | 1 | 0.1% | |
| 1.426973268 | 1 | 0.1% | |
| -0.0164025672 | 1 | 0.1% | |
| -0.4367937784 | 1 | 0.1% | |
| -0.1870749048 | 1 | 0.1% | |
| 1.890292219 | 1 | 0.1% | |
| 0.04349557017 | 1 | 0.1% | |
| -0.4409831501 | 1 | 0.1% | |
| 2.29966565 | 1 | 0.1% | |
| -1.888135321 | 1 | 0.1% | |
| 0.4199649809 | 1 | 0.1% | |
| -0.6067868616 | 1 | 0.1% | |
| -0.7414542582 | 1 | 0.1% | |
| -0.3996623091 | 1 | 0.1% | |
| 1.249694381 | 1 | 0.1% | |
| 0.2448995438 | 1 | 0.1% | |
| -0.7856187462 | 1 | 0.1% | |
| -1.797597878 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.038309224 | 1 | 0.1% | |
| -2.922998632 | 1 | 0.1% | |
| -2.711850568 | 1 | 0.1% | |
| -2.638500129 | 1 | 0.1% | |
| -2.61689461 | 1 | 0.1% | |
| -2.476491992 | 1 | 0.1% | |
| -2.381911188 | 1 | 0.1% | |
| -2.334942661 | 1 | 0.1% | |
| -2.330457539 | 1 | 0.1% | |
| -2.290928838 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.064032393 | 1 | 0.1% | |
| 3.031344212 | 1 | 0.1% | |
| 2.778304378 | 1 | 0.1% | |
| 2.629128294 | 1 | 0.1% | |
| 2.460747661 | 1 | 0.1% | |
| 2.29966565 | 1 | 0.1% | |
| 2.241316729 | 1 | 0.1% | |
| 2.216316498 | 1 | 0.1% | |
| 2.204211198 | 1 | 0.1% | |
| 2.199121568 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0003874407777 |
|---|---|
| Minimum | -2.977259705 |
| Maximum | 2.915900373 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.977259705 |
|---|---|
| 5-th percentile | -1.618147748 |
| Q1 | -0.6670029199 |
| median | -0.01266179157 |
| Q3 | 0.6523075876 |
| 95-th percentile | 1.630852319 |
| Maximum | 2.915900373 |
| Range | 5.893160078 |
| Interquartile range (IQR) | 1.319310508 |
Descriptive statistics
| Standard deviation | 0.980365856 |
|---|---|
| Coefficient of variation (CV) | 2530.363122 |
| Kurtosis | -0.0915838222 |
| Mean | 0.0003874407777 |
| Median Absolute Deviation (MAD) | 0.659862552 |
| Skewness | 0.04681474442 |
| Sum | 0.3874407777 |
| Variance | 0.9611172115 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.9827431964 | 1 | 0.1% | |
| -1.534638407 | 1 | 0.1% | |
| -0.5275453616 | 1 | 0.1% | |
| -0.02803158466 | 1 | 0.1% | |
| 0.5904013198 | 1 | 0.1% | |
| -0.3841586577 | 1 | 0.1% | |
| 0.1866468569 | 1 | 0.1% | |
| -0.9120532774 | 1 | 0.1% | |
| 1.337827902 | 1 | 0.1% | |
| -0.6840297228 | 1 | 0.1% | |
| -2.109599248 | 1 | 0.1% | |
| 0.5689196048 | 1 | 0.1% | |
| -0.2413858345 | 1 | 0.1% | |
| 0.784011587 | 1 | 0.1% | |
| -0.1261628617 | 1 | 0.1% | |
| -1.005628232 | 1 | 0.1% | |
| -0.006449206511 | 1 | 0.1% | |
| 0.1521999187 | 1 | 0.1% | |
| -0.0745256955 | 1 | 0.1% | |
| -0.133280755 | 1 | 0.1% | |
| 1.632102202 | 1 | 0.1% | |
| -1.789419591 | 1 | 0.1% | |
| -1.35106325 | 1 | 0.1% | |
| -1.172575199 | 1 | 0.1% | |
| 0.5576471354 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.977259705 | 1 | 0.1% | |
| -2.76304457 | 1 | 0.1% | |
| -2.700034062 | 1 | 0.1% | |
| -2.401980618 | 1 | 0.1% | |
| -2.374105755 | 1 | 0.1% | |
| -2.358844481 | 1 | 0.1% | |
| -2.317835915 | 1 | 0.1% | |
| -2.315488511 | 1 | 0.1% | |
| -2.293615943 | 1 | 0.1% | |
| -2.272211962 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.915900373 | 1 | 0.1% | |
| 2.764926657 | 1 | 0.1% | |
| 2.736419702 | 1 | 0.1% | |
| 2.709341578 | 1 | 0.1% | |
| 2.654377264 | 1 | 0.1% | |
| 2.55882293 | 1 | 0.1% | |
| 2.453834717 | 1 | 0.1% | |
| 2.448580691 | 1 | 0.1% | |
| 2.276983006 | 1 | 0.1% | |
| 2.265636078 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03243640701 |
|---|---|
| Minimum | -3.06530595 |
| Maximum | 3.147222969 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.06530595 |
|---|---|
| 5-th percentile | -1.575007659 |
| Q1 | -0.6250181168 |
| median | 0.04685884736 |
| Q3 | 0.7186728263 |
| 95-th percentile | 1.626370861 |
| Maximum | 3.147222969 |
| Range | 6.212528919 |
| Interquartile range (IQR) | 1.343690943 |
Descriptive statistics
| Standard deviation | 0.9859881998 |
|---|---|
| Coefficient of variation (CV) | 30.39757762 |
| Kurtosis | -0.04373982012 |
| Mean | 0.03243640701 |
| Median Absolute Deviation (MAD) | 0.6725124572 |
| Skewness | -0.04214376568 |
| Sum | 32.43640701 |
| Variance | 0.9721727301 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1.606484794 | 1 | 0.1% | |
| -0.3067589154 | 1 | 0.1% | |
| -0.2952418689 | 1 | 0.1% | |
| 0.2898802616 | 1 | 0.1% | |
| -0.3926965697 | 1 | 0.1% | |
| -1.122230438 | 1 | 0.1% | |
| 1.011986019 | 1 | 0.1% | |
| 0.1337663603 | 1 | 0.1% | |
| -1.196509056 | 1 | 0.1% | |
| 0.1311774522 | 1 | 0.1% | |
| -0.6989844385 | 1 | 0.1% | |
| 0.5067987102 | 1 | 0.1% | |
| -0.4886273787 | 1 | 0.1% | |
| 0.4624726052 | 1 | 0.1% | |
| -0.2993696622 | 1 | 0.1% | |
| 0.7718510852 | 1 | 0.1% | |
| -0.6243826237 | 1 | 0.1% | |
| 1.518383707 | 1 | 0.1% | |
| 0.5054640669 | 1 | 0.1% | |
| 0.3907876333 | 1 | 0.1% | |
| 1.095838605 | 1 | 0.1% | |
| 0.6740924121 | 1 | 0.1% | |
| -0.5974488072 | 1 | 0.1% | |
| 0.4445962092 | 1 | 0.1% | |
| 2.059289673 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.06530595 | 1 | 0.1% | |
| -2.889850526 | 1 | 0.1% | |
| -2.681450169 | 1 | 0.1% | |
| -2.617956723 | 1 | 0.1% | |
| -2.606967816 | 1 | 0.1% | |
| -2.529935061 | 1 | 0.1% | |
| -2.495611855 | 1 | 0.1% | |
| -2.481226438 | 1 | 0.1% | |
| -2.4554956 | 1 | 0.1% | |
| -2.441729827 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.147222969 | 1 | 0.1% | |
| 2.979025659 | 1 | 0.1% | |
| 2.956842102 | 1 | 0.1% | |
| 2.766748675 | 1 | 0.1% | |
| 2.566138146 | 1 | 0.1% | |
| 2.43320766 | 1 | 0.1% | |
| 2.343299964 | 1 | 0.1% | |
| 2.341084058 | 1 | 0.1% | |
| 2.338296241 | 1 | 0.1% | |
| 2.334825124 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02966117007 |
|---|---|
| Minimum | -3.153572112 |
| Maximum | 3.003858103 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.153572112 |
|---|---|
| 5-th percentile | -1.549621568 |
| Q1 | -0.661072853 |
| median | 0.06935898222 |
| Q3 | 0.6650243991 |
| 95-th percentile | 1.65062368 |
| Maximum | 3.003858103 |
| Range | 6.157430215 |
| Interquartile range (IQR) | 1.326097252 |
Descriptive statistics
| Standard deviation | 0.9949563487 |
|---|---|
| Coefficient of variation (CV) | 33.54406945 |
| Kurtosis | 0.08064109598 |
| Mean | 0.02966117007 |
| Median Absolute Deviation (MAD) | 0.6563247405 |
| Skewness | -0.06995984219 |
| Sum | 29.66117007 |
| Variance | 0.9899381357 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.8296871757 | 1 | 0.1% | |
| 0.861576736 | 1 | 0.1% | |
| 0.04409691146 | 1 | 0.1% | |
| -0.3894462842 | 1 | 0.1% | |
| -1.091693188 | 1 | 0.1% | |
| -1.107245065 | 1 | 0.1% | |
| 0.1094187227 | 1 | 0.1% | |
| 1.432135769 | 1 | 0.1% | |
| -0.1657819761 | 1 | 0.1% | |
| 1.819956284 | 1 | 0.1% | |
| -0.2959373697 | 1 | 0.1% | |
| 0.7960873051 | 1 | 0.1% | |
| 2.494457828 | 1 | 0.1% | |
| 0.753910649 | 1 | 0.1% | |
| -1.532188795 | 1 | 0.1% | |
| 0.218800369 | 1 | 0.1% | |
| 0.6235007124 | 1 | 0.1% | |
| -0.9482602938 | 1 | 0.1% | |
| -2.969583489 | 1 | 0.1% | |
| 1.470420008 | 1 | 0.1% | |
| 0.1381731606 | 1 | 0.1% | |
| -0.2490524934 | 1 | 0.1% | |
| 0.1138564149 | 1 | 0.1% | |
| 1.79534763 | 1 | 0.1% | |
| 2.2855483 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.153572112 | 1 | 0.1% | |
| -3.023530654 | 1 | 0.1% | |
| -3.014104972 | 1 | 0.1% | |
| -2.994849556 | 1 | 0.1% | |
| -2.969583489 | 1 | 0.1% | |
| -2.889352929 | 1 | 0.1% | |
| -2.656131273 | 1 | 0.1% | |
| -2.550294597 | 1 | 0.1% | |
| -2.536791 | 1 | 0.1% | |
| -2.418032217 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.003858103 | 1 | 0.1% | |
| 2.791131318 | 1 | 0.1% | |
| 2.676022329 | 1 | 0.1% | |
| 2.665666542 | 1 | 0.1% | |
| 2.593865776 | 1 | 0.1% | |
| 2.580515766 | 1 | 0.1% | |
| 2.494457828 | 1 | 0.1% | |
| 2.488894901 | 1 | 0.1% | |
| 2.425884876 | 1 | 0.1% | |
| 2.355947723 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01455595588 |
|---|---|
| Minimum | -3.028176593 |
| Maximum | 3.282209802 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.028176593 |
|---|---|
| 5-th percentile | -1.596017287 |
| Q1 | -0.6487722618 |
| median | 0.01468085618 |
| Q3 | 0.6816431832 |
| 95-th percentile | 1.586230459 |
| Maximum | 3.282209802 |
| Range | 6.310386395 |
| Interquartile range (IQR) | 1.330415445 |
Descriptive statistics
| Standard deviation | 0.9853747042 |
|---|---|
| Coefficient of variation (CV) | 67.69563694 |
| Kurtosis | 0.1059343314 |
| Mean | 0.01455595588 |
| Median Absolute Deviation (MAD) | 0.6661304673 |
| Skewness | 0.07278843432 |
| Sum | 14.55595588 |
| Variance | 0.9709633078 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1.20516881 | 1 | 0.1% | |
| -0.9707421824 | 1 | 0.1% | |
| -0.1710689172 | 1 | 0.1% | |
| -0.6272790144 | 1 | 0.1% | |
| 0.0410629416 | 1 | 0.1% | |
| 0.1132701357 | 1 | 0.1% | |
| -0.3974366955 | 1 | 0.1% | |
| -1.220741956 | 1 | 0.1% | |
| -0.1669172224 | 1 | 0.1% | |
| 0.9154429518 | 1 | 0.1% | |
| 1.088889268 | 1 | 0.1% | |
| 0.3049640541 | 1 | 0.1% | |
| -0.4161824645 | 1 | 0.1% | |
| -0.08823637409 | 1 | 0.1% | |
| -0.3367960947 | 1 | 0.1% | |
| 0.7957168243 | 1 | 0.1% | |
| -0.7670111255 | 1 | 0.1% | |
| 0.126294981 | 1 | 0.1% | |
| -0.790338715 | 1 | 0.1% | |
| 1.190722175 | 1 | 0.1% | |
| -0.740134113 | 1 | 0.1% | |
| 1.098339765 | 1 | 0.1% | |
| -1.655650855 | 1 | 0.1% | |
| 0.504763564 | 1 | 0.1% | |
| -0.7642109701 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.028176593 | 1 | 0.1% | |
| -2.828362348 | 1 | 0.1% | |
| -2.566176748 | 1 | 0.1% | |
| -2.490601178 | 1 | 0.1% | |
| -2.396699991 | 1 | 0.1% | |
| -2.377350275 | 1 | 0.1% | |
| -2.365963318 | 1 | 0.1% | |
| -2.353292288 | 1 | 0.1% | |
| -2.342112399 | 1 | 0.1% | |
| -2.29934578 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.282209802 | 1 | 0.1% | |
| 3.230191935 | 1 | 0.1% | |
| 3.129118334 | 1 | 0.1% | |
| 2.961825595 | 1 | 0.1% | |
| 2.929554198 | 1 | 0.1% | |
| 2.850892421 | 1 | 0.1% | |
| 2.666418879 | 1 | 0.1% | |
| 2.659661651 | 1 | 0.1% | |
| 2.579087747 | 1 | 0.1% | |
| 2.491689749 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.03015787524 |
|---|---|
| Minimum | -3.587631028 |
| Maximum | 2.878682808 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.587631028 |
|---|---|
| 5-th percentile | -1.612669581 |
| Q1 | -0.7093760482 |
| median | -0.01730682502 |
| Q3 | 0.5992913557 |
| 95-th percentile | 1.602157085 |
| Maximum | 2.878682808 |
| Range | 6.466313836 |
| Interquartile range (IQR) | 1.308667404 |
Descriptive statistics
| Standard deviation | 0.9694697479 |
|---|---|
| Coefficient of variation (CV) | -32.14648711 |
| Kurtosis | -0.03778836627 |
| Mean | -0.03015787524 |
| Median Absolute Deviation (MAD) | 0.6475908882 |
| Skewness | 0.006950814197 |
| Sum | -30.15787524 |
| Variance | 0.9398715921 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -1.37198814 | 1 | 0.1% | |
| -0.3330789306 | 1 | 0.1% | |
| 0.333477113 | 1 | 0.1% | |
| 0.4802828798 | 1 | 0.1% | |
| 0.5370478363 | 1 | 0.1% | |
| 0.0264449485 | 1 | 0.1% | |
| 0.2164473189 | 1 | 0.1% | |
| 1.199456173 | 1 | 0.1% | |
| 1.330523803 | 1 | 0.1% | |
| 0.5593650957 | 1 | 0.1% | |
| 0.5873851222 | 1 | 0.1% | |
| -0.5392886271 | 1 | 0.1% | |
| 0.1720038873 | 1 | 0.1% | |
| -0.6119961441 | 1 | 0.1% | |
| 0.1831311965 | 1 | 0.1% | |
| 0.06780545766 | 1 | 0.1% | |
| -1.87038875 | 1 | 0.1% | |
| 0.2641383005 | 1 | 0.1% | |
| -0.4637967927 | 1 | 0.1% | |
| 1.810418348 | 1 | 0.1% | |
| -1.449296012 | 1 | 0.1% | |
| -0.9610380765 | 1 | 0.1% | |
| 1.480139288 | 1 | 0.1% | |
| 0.6198407365 | 1 | 0.1% | |
| 0.8323980237 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.587631028 | 1 | 0.1% | |
| -2.808821819 | 1 | 0.1% | |
| -2.748576172 | 1 | 0.1% | |
| -2.597186373 | 1 | 0.1% | |
| -2.506029654 | 1 | 0.1% | |
| -2.455272955 | 1 | 0.1% | |
| -2.417159401 | 1 | 0.1% | |
| -2.34704086 | 1 | 0.1% | |
| -2.301687226 | 1 | 0.1% | |
| -2.233913246 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.878682808 | 1 | 0.1% | |
| 2.869884848 | 1 | 0.1% | |
| 2.536192178 | 1 | 0.1% | |
| 2.516839047 | 1 | 0.1% | |
| 2.463296759 | 1 | 0.1% | |
| 2.417721705 | 1 | 0.1% | |
| 2.397965055 | 1 | 0.1% | |
| 2.31814076 | 1 | 0.1% | |
| 2.269849199 | 1 | 0.1% | |
| 2.246764395 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04811519454 |
|---|---|
| Minimum | -2.784007137 |
| Maximum | 3.089931844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.784007137 |
|---|---|
| 5-th percentile | -1.640990753 |
| Q1 | -0.6145091564 |
| median | 0.06804239147 |
| Q3 | 0.712224459 |
| 95-th percentile | 1.620004297 |
| Maximum | 3.089931844 |
| Range | 5.873938981 |
| Interquartile range (IQR) | 1.326733615 |
Descriptive statistics
| Standard deviation | 0.9883666726 |
|---|---|
| Coefficient of variation (CV) | 20.54167466 |
| Kurtosis | -0.1019950364 |
| Mean | 0.04811519454 |
| Median Absolute Deviation (MAD) | 0.6737590922 |
| Skewness | -0.09089751458 |
| Sum | 48.11519454 |
| Variance | 0.9768686796 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.9748111685 | 1 | 0.1% | |
| 0.7296122571 | 1 | 0.1% | |
| -1.197687387 | 1 | 0.1% | |
| 1.713508585 | 1 | 0.1% | |
| 1.052768552 | 1 | 0.1% | |
| -1.369326628 | 1 | 0.1% | |
| -0.05137164183 | 1 | 0.1% | |
| -1.69081406 | 1 | 0.1% | |
| 1.005804861 | 1 | 0.1% | |
| -1.814532896 | 1 | 0.1% | |
| 0.3008885483 | 1 | 0.1% | |
| 0.07464428614 | 1 | 0.1% | |
| 0.3921956936 | 1 | 0.1% | |
| 1.471866678 | 1 | 0.1% | |
| -2.604241232 | 1 | 0.1% | |
| 0.05321126259 | 1 | 0.1% | |
| 1.457385778 | 1 | 0.1% | |
| -0.1401479626 | 1 | 0.1% | |
| 0.5986304746 | 1 | 0.1% | |
| 1.505854191 | 1 | 0.1% | |
| -0.5312736441 | 1 | 0.1% | |
| 2.652589738 | 1 | 0.1% | |
| -0.3536442162 | 1 | 0.1% | |
| -1.039325162 | 1 | 0.1% | |
| 1.18941447 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.784007137 | 1 | 0.1% | |
| -2.744722497 | 1 | 0.1% | |
| -2.707023452 | 1 | 0.1% | |
| -2.628861784 | 1 | 0.1% | |
| -2.604241232 | 1 | 0.1% | |
| -2.595616596 | 1 | 0.1% | |
| -2.52927454 | 1 | 0.1% | |
| -2.529070883 | 1 | 0.1% | |
| -2.467150275 | 1 | 0.1% | |
| -2.385672074 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.089931844 | 1 | 0.1% | |
| 3.051096926 | 1 | 0.1% | |
| 2.945766307 | 1 | 0.1% | |
| 2.652589738 | 1 | 0.1% | |
| 2.518918375 | 1 | 0.1% | |
| 2.391647348 | 1 | 0.1% | |
| 2.349747578 | 1 | 0.1% | |
| 2.336554037 | 1 | 0.1% | |
| 2.331876718 | 1 | 0.1% | |
| 2.318065776 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.01996128522 |
|---|---|
| Minimum | -2.793918507 |
| Maximum | 2.61995847 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.793918507 |
|---|---|
| 5-th percentile | -1.578658864 |
| Q1 | -0.6372780846 |
| median | -0.05077619076 |
| Q3 | 0.6377260355 |
| 95-th percentile | 1.540283779 |
| Maximum | 2.61995847 |
| Range | 5.413876977 |
| Interquartile range (IQR) | 1.27500412 |
Descriptive statistics
| Standard deviation | 0.9492936693 |
|---|---|
| Coefficient of variation (CV) | -47.55674091 |
| Kurtosis | -0.195318099 |
| Mean | -0.01996128522 |
| Median Absolute Deviation (MAD) | 0.6384844398 |
| Skewness | -0.005268893419 |
| Sum | -19.96128522 |
| Variance | 0.9011584706 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -1.079802271 | 1 | 0.1% | |
| -0.9631923089 | 1 | 0.1% | |
| 0.7316017158 | 1 | 0.1% | |
| 0.3884118631 | 1 | 0.1% | |
| -0.9850110465 | 1 | 0.1% | |
| -0.2155403808 | 1 | 0.1% | |
| 0.4215605084 | 1 | 0.1% | |
| -0.2122463985 | 1 | 0.1% | |
| -0.03001338954 | 1 | 0.1% | |
| 1.470708268 | 1 | 0.1% | |
| 0.0125912466 | 1 | 0.1% | |
| 2.557209025 | 1 | 0.1% | |
| -0.8341620928 | 1 | 0.1% | |
| 0.8032797992 | 1 | 0.1% | |
| -1.753206647 | 1 | 0.1% | |
| 0.847615822 | 1 | 0.1% | |
| 0.4057337452 | 1 | 0.1% | |
| 1.696214881 | 1 | 0.1% | |
| -0.6127476483 | 1 | 0.1% | |
| -0.8818406183 | 1 | 0.1% | |
| -0.2552460547 | 1 | 0.1% | |
| 1.380394386 | 1 | 0.1% | |
| 0.175362409 | 1 | 0.1% | |
| 0.09340965717 | 1 | 0.1% | |
| 1.783066312 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.793918507 | 1 | 0.1% | |
| -2.771369371 | 1 | 0.1% | |
| -2.70370463 | 1 | 0.1% | |
| -2.64342332 | 1 | 0.1% | |
| -2.393013314 | 1 | 0.1% | |
| -2.356482252 | 1 | 0.1% | |
| -2.326902882 | 1 | 0.1% | |
| -2.299237535 | 1 | 0.1% | |
| -2.296452972 | 1 | 0.1% | |
| -2.238065953 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.61995847 | 1 | 0.1% | |
| 2.595530913 | 1 | 0.1% | |
| 2.572747399 | 1 | 0.1% | |
| 2.557209025 | 1 | 0.1% | |
| 2.337907366 | 1 | 0.1% | |
| 2.328056405 | 1 | 0.1% | |
| 2.287808312 | 1 | 0.1% | |
| 2.259870562 | 1 | 0.1% | |
| 2.054663042 | 1 | 0.1% | |
| 2.029035609 | 1 | 0.1% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 500 | 50.0% | |
| 0 | 500 | 50.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.769381 | 0.003561 | -0.410615 | 0.363195 | -1.718970 | -0.593679 | -0.168739 | -1.103061 | 0.568329 | 1.065176 | 1 |
| 1 | 0.313750 | -0.326981 | 1.947892 | 0.982743 | -2.129539 | -0.604825 | -1.170200 | 0.203081 | 0.058242 | -0.216587 | 1 |
| 2 | -0.942060 | 0.668925 | 0.071957 | -0.529552 | 0.509740 | -1.767496 | 0.746850 | 1.784437 | 1.246743 | 1.534473 | 0 |
| 3 | 0.284019 | 1.126219 | -0.252716 | 0.883775 | 1.616811 | -0.337845 | -0.610654 | -0.780358 | 0.868431 | -0.372022 | 1 |
| 4 | -0.233748 | 0.792365 | -0.873817 | 2.243795 | -0.068483 | 1.262400 | -1.357738 | 2.869885 | 0.632977 | 1.982752 | 0 |
| 5 | -0.994444 | -1.052129 | -0.738725 | 0.455242 | -0.181891 | 0.441616 | 0.161147 | -0.604470 | 0.359550 | 0.435132 | 1 |
| 6 | 0.120096 | -0.485041 | -1.122910 | 0.211837 | -0.533852 | 0.537410 | 1.088889 | -0.224640 | -0.953360 | -1.125015 | 0 |
| 7 | -1.298814 | -0.283114 | -1.487896 | -0.156856 | -0.762192 | 0.124919 | 0.089734 | 2.878683 | 0.778565 | -1.065664 | 1 |
| 8 | 0.523573 | -0.657526 | -1.888135 | 1.177957 | -0.206149 | 0.491394 | -0.180734 | -1.493760 | -0.340842 | -1.418011 | 1 |
| 9 | -0.321108 | -0.169517 | -0.077913 | -0.527594 | 0.462473 | 0.938322 | 0.984203 | -0.368825 | 1.181787 | -0.055446 | 1 |
Last rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | -0.310075 | -0.287690 | 0.243266 | 0.563441 | -0.127345 | -0.249052 | -0.140552 | -1.198909 | -0.949402 | 0.901971 | 0 |
| 991 | -0.721965 | -0.071183 | 0.253556 | -1.764924 | 0.196817 | 0.524917 | -0.002985 | 0.413713 | -0.874551 | -0.068727 | 1 |
| 992 | 0.827403 | 1.480896 | -0.373743 | 0.116852 | -0.988403 | 1.512255 | 0.041063 | 0.379528 | 0.584951 | 0.750789 | 1 |
| 993 | 0.362659 | 0.246774 | -1.663069 | -1.136645 | 0.443918 | -0.666999 | -0.081208 | 1.665861 | -1.643292 | -0.184194 | 0 |
| 994 | -2.197774 | 1.115293 | -1.482134 | -1.241888 | -1.266349 | 0.789319 | -0.072120 | 0.730503 | -0.726666 | 1.687583 | 1 |
| 995 | 0.896118 | -0.508230 | -0.414584 | -0.321946 | -0.355538 | -0.569138 | -0.364805 | -1.302674 | 0.309127 | 0.339387 | 1 |
| 996 | -0.029942 | -0.451437 | -1.183434 | 1.213314 | 0.401253 | -0.025954 | 0.298979 | -1.125345 | 0.767207 | -0.003941 | 0 |
| 997 | -0.212328 | 1.114725 | -0.134786 | 1.070182 | 0.647623 | 0.797795 | 0.954064 | 0.105352 | -1.198208 | 0.361227 | 0 |
| 998 | 0.762170 | 0.776715 | 0.178032 | 1.132147 | -0.919297 | -1.008633 | 2.929554 | 0.618516 | 1.068035 | -0.963451 | 0 |
| 999 | 0.383900 | -0.853172 | -0.896608 | -0.860084 | -0.276559 | -0.693172 | 0.210867 | -0.691902 | 0.176192 | 1.498278 | 0 |